Software Architecture
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Frequently Asked Questions
Yes! Check out software architecture events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the software architecture events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Software Architecture Events Today
Join in-person Software Architecture events happening right now
المرض كاستعارة – سوزان سونتاج
الكتاب يتوفر مطبوعا والكترونيا (يرجى متابعة الرابط للتفاصيل)
المرض هو الجانب المظلم من الحياة. إنه مواطَنَة مرهقة وشاقة، فكل شخص ولد مواطناً في مملكة الأصحاء، وفي الوقت نفسه يُولد مواطناً أيضاً في مملكة المرضى. ومع أننا جميعاً نفضل أن نحمل جواز سفر مملكة العافية، فنحن مجبرون آجلاً أم عاجلاً على الأقل لفترةٍ من الزمن، أن نعد أنفسنا مواطنين في مملكة المرض.
أريد أن أتكلم، ليس عن معنى الرحيل إلى مملكة المرض والعيش هناك، ولكن عن الأوهام العقابية أو العاطفية الملفقة عن المرض، وليس عن الانتقال مكانياً، بل عن نماذج لهذه الأوهام التي أخذت طابعاً أو صفاتٍ قومية.
إن موضوعي ليس المرض نفسه، بل استعمالات المرض كاستعارة. موضوعي هو أن المرض ليس استعارة، وأن أصدق نظرةٍ إلى المرض، وأكثر الطرق صحةً في نظر الشخص المريض لمرضه، هي أن يتطهر منه، وأن يكون أشد الناس مقاومةً للتفكير البلاغي واستعمال الاستعارات. إلا أنه من الصعوبة بمكان النظر إلى السكن في مملكة المرض دون تحيُّزٍ، باستعمال الاستعارات التي وَصَفت المرض وصورته.
إنني أكرس هذا التحقيق لشرح هذه الاستعارات وتفنيدها، وتحرير النظرة إلى المرض منها.
المرض كاستعارة – سوزان سونتاج
https://www.goodreads.com/book/show/57300713
كيف أحصل على الكتاب؟
مكتبة غاف
التواصل عن طريق الموبايل او الواتس اب
+971527798773
سعيد (متجر لتوصيل الكتب داخل الإمارات)
التواصل عن طريق الموبايل او الواتس اب
+971508386699
تطبيق أبجد على الآيفون والآندرويد
[https://www.abjjad.com/](https://www.abjjad.com/)
Kinokuniya
[https://uae.kinokuniya.com/](https://uae.kinokuniya.com/)
مؤسسة هنداوي
[https://www.hindawi.org](https://www.hindawi.org)
Storytel
[https://www.storytel.com](https://www.storytel.com)
نيل وفرات المتجر الاكتروني للكتب
[https://www.neelwafurat.com/](https://www.neelwafurat.com/)
وراقون المتجر الاكتروني للكتب
[https://wrraqoon.com/](https://wrraqoon.com/)
Google Play الكتب على متجر
[https://play.google.com/store/books](https://play.google.com/store/books)
Amazon الكتب على متجر
[https://www.amazon.ae/](https://www.amazon.ae/)
Virgin الكتب على متجر
[https://www.virginmegastore.ae/](https://www.virginmegastore.ae/)
Iqraa shelves on goodreads
[https://www.goodreads.com/group/show/44694](https://www.goodreads.com/group/show/44694)
Iqraa on Instagram
[https://www.instagram.com/iqraaarabicdubai/](https://www.instagram.com/iqraaarabicdubai/)
Iqraa on Facebook
[https://www.facebook.com/groups/ArabicBookClubDubai](https://www.facebook.com/groups/ArabicBookClubDubai)
☕🖤 Mafia Night: Coffee & Deception
Step into a room full of strangers… where nobody knows who to trust 👀✨
Welcome to *Mafia Night: Coffee & Deception*, an interactive social experience filled with mystery, mind games, hilarious accusations, detective moments, coffee, and chaos in the best possible way 😭☕
**Expect:**
🖤 dramatic voting rounds
☕ coffee & conversations
🕵️ suspicious eye contact
🎭 unexpected betrayals
😂 chaotic debates & laughter
✨ and a room full of strangers slowly becoming teammates, detectives, or suspects
Whether you’re naturally strategic, socially observant, dramatic, quiet, chaotic, or just curious to try something different, Mafia Night gets everyone involved without awkwardness.
And don’t worry if you’ve never played before.
The rules will be explained before the game starts, making it easy for first-timers to join and enjoy ☕✨
⚠️ IMPORTANT BOOKING INFORMATION ⚠️
To keep the game immersive, interactive, and genuinely exciting, only **15 RSVPs are accepted per Mafia Night**.
Your booking is confirmed **only after payment is completed**.
Once payment is done, please share the payment confirmation screenshot on WhatsApp to reserve your place ✨
If payment is not completed, your spot will not be confirmed.
🎟 Entry Fee: 60 AED (includes coffee)
📅 19th May (Tuesday)
🕗 8:00 PM – 10:00 PM
📍 The Daily, Trade Centre
🚗 Free parking available
🚇 Walkable distance from the metro station
Come alone or bring a friend… but once the game begins, trust nobody 😌🖤
**💳 Pay here to confirm your spot:** https://pay.ziina.com/abhijnalekha01/87DKC-dp4
📲 **Join our WhatsApp group for further details or for upcoming events** using the link: [https://chat.whatsapp.com/Fr1ub2KaGNbB5GDWg8KFqz?mode=gi_t](https://chat.whatsapp.com/Fr1ub2KaGNbB5GDWg8KFqz?mode=gi_t)
***Meet. Connect. Belong.***
Dubai Downtown Book Club | Book: "Show your Work" 📚
Welcome to the **Downtown Dubai Book Discussion Circle (every 2 weeks Tuesday)**.
📚✨ This session is about: "Show your work" by Austin Kleon.
Please only RSVP, if you’re actually planning to **1\. read the whole book before the event** and **2\. join the event on Tuesday**, so our discussions can stay rich, focused, and meaningful for everyone. ✨
-> From experience, we’ve seen that 15 people is the sweet spot for a great conversation: we have a core group of regular attendees (10 people) - and we open up every session for 5 new members, so we are excited to meet you (please join the waiting list, we approve new members manually).
Few Additional Notes to make this a great event:
**Cost**: The event itself is free to attend. You’re simply responsible for covering your own food and drinks at the cafe. 😊
**RSVP**: When signing up for the Dubai Downtown Book Club, please confirm your attendance and kindly update your RSVP if your plans change (so others from the waiting list can join).
This small step makes a big difference in organizing a great session for all.
You will find also upcoming events on our instagram community page: https://www.instagram.com/growhub.global/ and see our regular members in the posts/reels. This is about real human connection and exchange about our favorite books.📚
Volleyball kite beach | Intermediate
**Note : Registration is confirmed only through [MeetNtrain](https://meetntrain.com/community/Volleyballpartners)**
[WhatsApp Group ](https://chat.whatsapp.com/Hv4ZnN1kKA18JfPpxcpweN)
Get ready for an exciting evening of **beach volleyball on soft sand** 🌴🏐
This session is designed for **intermediate-level players** who already know the basics and are ready for fast rallies, good energy, and competitive fun.
Come play, vibe, and enjoy the beach atmosphere with a great group of people!
**📍 Location:** Kite Beach - Dubai
**🕘 Time:** 8:00 PM – 10:00 PM (2 hours of play)
⏳ *Spots limited to 18 players – secure your spot early!*
⏱ *Note: Timing may change – join the [WhatsApp group](https://chat.whatsapp.com/Hv4ZnN1kKA18JfPpxcpweN) for updates.*
**💵 Fee:** 40 AED per player
**✅ What’s Included:**
* Cold water 💧
* International music with high-quality sound 🎶
* Guided games & refereeing by your host, Noah 🎤
📲 *Join our WhatsApp group for full details & to confirm your spot!*
**📬 Contact:** Reach out via WhatsApp or email to confirm your participation.
**[Book Now](https://meetntrain.com/community/Volleyballpartners)**
**Noah : 0504746210**
Bailamé Tuesday Latin Night
your midweek Latin fix 🤩 - Every Tuesday starting at 10PM and ending at 3AM
Let’s dance the night away to the charming tunes of Latin & Afro music while enjoying a drink or a bite with friends and peers in the outstanding venue - Twenty Rooftop Bar at Movenpick Grand Plaza, Dubai.
Take advantage of the special offers on food & drinks
Organized by MOOVnation
Tuesday Advanced Badminton Games Dubai @Sports Bay Abuhail 8pm
**This session is for All levels of players. We Keep dedicated courts for our advanced level players.**
✅ 2 hours of badminton
✅ All levels are welcomed
✅ Feather shuttles included
✅ Professional courts at SportsBay Abuhail
✅ Great games, great people, minimal waiting time
**Fee: AED 40**
\*\*\*
**How to Confirm Your Spot**
**Step 1:** RSVP on Meetup
**Step 2:** Pay immediately via Careem Pay/Bank Transfer
📲 0563213256 [Hamza]
📲 0509001406 [Waqsi]
**Your spot is only confirmed after payment.**
If payment is not received, your slot may be given to someone on the wait-list.
\*\*\*
**Cancellation Policy**
Cancel **12+ hours before event** → No charge
Cancel **less than 12 hours before event** → Full payment required (this applies even if you sign up within 12hrs of the game time)
**No-show** → Full payment required.
\*\*\*
**New Players**
WhatsApp after RSVP:
📲 0563213256 [Hamza]
📲 0509001406 [Waqsi]
[https://wa.me/971509001406](https://wa.me/971509001406)
**🎯 Welcome to Badminton Lovers Dubai!**
**The World's Highest-rated badminton community** from the heart of Dubai \(A perfect ⭐ 5 star rated ★ \| 6000\+ reviews\) – where fun\, fitness\, and friendship come together on court\!
Whether you’re a **beginner eager to learn** or an **advanced player seeking competitive rallies**, you’ll enjoy:
✔ 2 hours of structured, mix-and-match doubles games
✔ Professional world-class courts
✔ A friendly, welcoming community of players of all levels
\*\*\*
**⭐ Why Join Us?**
✔ Dubai’s **#1 rated sports & social group**
✔ Play with 5-6 players per court → **minimum waiting time**
✔ Separate courts for **advanced competitive matches**
✔ Beginner-friendly – guidance & support provided
✔ **Feather shuttles included** + limited rackets (first-come, first-serve)
✔ Exclusive **discounts at leading sports stores in Dubai**
✔ Social, fun, and a great way to meet new friends
\*\*\*
**📸 Social Media Policy**
* Photos/videos may be used to promote badminton & our community
**👥 Guest Policy**
* Guests must be registered with **name & level**
* RSVP holder is responsible for guest payment & cancellations
\*\*\*
**🏸 Safety Guidelines & Event Rules**
To ensure a safe, enjoyable, and well-organised experience for everyone, all participants are required to read and follow the guidelines below:
\*\*\*
**1️⃣ Personal Responsibility**
* All players participate **at their own risk**.
* Please ensure you are **physically fit and medically able** to play badminton before joining the session.
* Warm up properly and play within your personal limits.
\*\*\*
**2️⃣ On-Court Safety**
* Always be aware of **other players**, shuttle direction, and adjacent courts.
* Avoid running into other courts or behind players during active rallies.
* Stop play immediately if a shuttle or player enters your court unexpectedly.
* Wear **appropriate non-marking sports shoes** to prevent slips and injuries.
\*\*\*
**3️⃣ Equipment & Attire**
* Use suitable badminton rackets and equipment in good condition.
* Badminton Lovers Dubai is **not responsible** for any damage to personal equipment.
\*\*\*
**4️⃣ Personal Belongings**
* Players are fully responsible for their **own belongings**. **The organisers are not liable** for any loss, theft, or damage to personal property.
\*\*\*
**5 Liability Disclaimer**
By attending this event, you acknowledge and agree that:
* You voluntarily assume all risks associated with playing badminton.
* **Badminton Lovers Dubai, its organisers, hosts, and volunteers are released from any liability**, claims, demands, or causes of action related to personal injury, loss, damage, or theft of belongings.
Software Architecture Events This Week
Discover what is happening in the next few days
Research Isn't Enough Anymore. Now What?
In many teams across Dubai and the UAE, research still isn’t a given.
Sometimes it’s not done at all.
Sometimes it’s done quickly by product managers or founders.
Sometimes designers are expected to focus purely on delivery.
And even when research *does* happen…
It often struggles to influence decisions.
Insights get lost.
Teams move forward without clarity.
So the question isn’t just how to do more research.
It’s what actually makes research matter.
This **[HCD UAE Meetup](https://www.hcd.ae/ "https://www.hcd.ae/")** explores what needs to change.
From **research craft** to **ResearchOps** to **AI**, we’ll unpack the real gap between insight and impact through a live panel discussion. Expect honest perspectives, practical experiences, and an open conversation with the community.
This session is co-hosted with the [Dubai User Experience Research (UXR) community](https://www.meetup.com/dubai-user-research/ "https://www.meetup.com/dubai-user-research/"), bringing together designers, researchers, and product teams in the same room to share perspectives and learn from each other.
Stay tuned as we reveal the panel over the coming weeks.
The session will be hosted by [Jonathan Steingiesser](https://www.steingiesser.design/ "https://www.steingiesser.design/"), who has worked across design, research, and innovation, including as Principal Design Researcher at MYOB in Australia.
If you work in design, research, product, or leadership and have ever wondered why research doesn’t always land, this conversation is for you.
📍 Building A5, Digital Park, Dubai Silicon Oasis
🗓 Thursday, 21 May
⏰ 6.30PM
## Drinks
Join us after for drinks at the Radisson Red rooftop pool.
## Hosted by
**Human Centred Design UAE Meetup**
## Venue Partner
**Dtec – Dubai Technology Entrepreneur Campus**
One of the largest tech startup campuses in the region.
## Sponsor
Proudly supported by **aspexx.**
## Join Us
Whether you are a designer, researcher, product manager, founder, or simply curious about the future of design, this will be a fantastic evening of learning, conversation, and connection.
Research isn't enough anymore. Now what?
Hey UXR fam!
We want to invite you to the meetup co-hosted with the [Human Centred Design (HCD) UAE](https://www.meetup.com/hcd-uae/), bringing together designers, researchers, and product teams in the same room.
In many teams across Dubai and the UAE, research still isn’t a given.
Sometimes it’s not done at all.
Sometimes it’s done quickly by product managers or founders.
Sometimes designers are expected to focus purely on delivery.
And even when research does happen…
It often struggles to influence decisions.
Insights get lost. Teams move forward without clarity.
So the question isn’t just how to do more research.
It’s what actually makes research matter.
This [Human Centred Design (HCD) UAE Meetup](https://www.meetup.com/hcd-uae/events/314313223/?recId=a173208f-c6e9-4e97-a553-0836854558e2&recSource=event-search&searchId=c0b63ac0-8e3f-43ff-9c84-fad372138b4b&eventOrigin=find_page%24all) explores what needs to change. From research craft to ResearchOps to AI, we’ll unpack the real gap between insight and impact through a live panel discussion. Expect honest perspectives, practical experiences, and an open conversation with the community.
Stay tuned as we reveal the panel over the coming weeks.
**Spoiler🤫** \- our Nathan is invited as one of the speakers\!
If you work in design, research, product, or leadership and have ever wondered why research doesn’t always land, this conversation is for you.
**📍 Building A5, Digital Park, Dubai Silicon Oasis**
**🗓 Thursday, 21 May**
**⏰ 6.30PM**
ProductTank Dubai: Product thinking in modern retail
More than a transaction: Product thinking in modern retail
We’re back with another evening of product thinking, real talk, and good company. This month, ProductTank Dubai brings leaders from the Chalhoub Group to explore how product discipline is reshaping modern retail — from omnichannel experience design to the role of e-commerce in luxury. Whether you’re a PM, designer, engineer, or retail enthusiast, this is a conversation worth showing up for.
**AGENDA**
Thursday 21st May
• 6:30PM: Doors open, Drinks & Networking
• 7:00 PM: Introduction & Welcome
• 7:15 PM: Panel: More than a transaction — Product thinking in modern retail
• 7:45 PM: Interactive Q&A
• 8:00 PM: Networking until late
**SPEAKERS**
•Kimberley Roditi — VP of Product Management and Design, Chalhoub Group
•Ruairi McVeigh — Omnichannel Product Director, Chalhoub Group
•Darine El Sabbagh — GM of E-commerce & Omnichannel, Chalhoub Group
**LOCATION & LOGISTICS**
Venue: Reform, Social Bar and Grill — The Lakes
Address: https://share.google/xlSAP2ybLx6BKSUON
Parking: Free limited parking is available on a first-come, first-served basis. We strongly encourage arriving by taxi or Careem to ensure a smooth arrival.
**ABOUT OUR SPONSOR**
Discovered is the region’s leading digital and technology talent solutions provider. Since 2016, they have been at the forefront of the industry, helping to turn start-ups into unicorns and supporting the hyper-growth of the biggest names in the world. Their expertise spans Product Management, Design, Engineering, and beyond.
The Oman Connection: An Eid Adventure Experience 🤝✨
This Eid … don’t just take time off! Go on a journey with new friends.
Let's escape into a world where mountains touch the clouds, waterfalls flow through valleys, and the Arabian Sea meets dramatic cliffs.
\-\-\-\-
Register and get more details! No late confirmations
**[Join WhatsApp group (Click on Mobile / 971 55 539 4811)](https://jo.my/dubai-adventure-meetup-events)**
\-\-\-\-
An unforgettable experience for adventure lovers, explorers, and people craving something real this holiday season.
* 🏔️ Exploring the misty mountains of Jabal Samhan
🌴 Walking through coconut plantations and local souqs
🌊 Watching powerful ocean blowholes at Mughsail Beach
💦 Discovering waterfalls and turquoise lakes at Wadi Darbat
🏰 Visiting ancient castles and hidden coastal towns
🚍 Bonding during scenic road-trip moments across Oman
From overnight desert drives under starry skies to tropical landscapes that feel nothing like the Gulf … this is the kind of trip that surprises you every single day.
\-\-\-\-
Register and get more details! No late confirmations
**[Join WhatsApp group (Click on Mobile / 971 55 539 4811)](https://jo.my/dubai-adventure-meetup-events)**
\-\-\-\-
Salalah is unlike anywhere else in the region! One moment you’re driving through endless desert highways … the next you’re surrounded by lush green mountains, coconut plantations, ocean viewpoints, and cool mountain air.
🌄 **ATTRACTIONS INCLUDED**
* **Wadi Darbat**: Explore the most famous valley in Dhofar, featuring seasonal waterfalls, turquoise lakes, and lush greenery.
* **Jabal Samhan**: Stand at the highest mountain range in the region for a dramatic "above the clouds" canyon experience.
* **Taqa Castle**: Step back in time at this beautifully preserved 19th-century fort and heritage site.
* **Anti-Gravity Point**: Experience a fascinating optical illusion where vehicles appear to roll uphill on their own.
* **Ittin Mountain**: Enjoy panoramic mountain views and visit the sacred Nabi Ayub (Prophet Job's) Tomb.
* **Ayn Jarziz**: Relax at natural limestone springs nestled within the misty landscape of the Khareef season.
* **Mughsail Beach**: Witness the powerful natural geysers at the Blowholes and explore the historic Marneef Cave.
* **Mirbat Town**: Discover the ancient port city known for its historic architecture and scenic coastal views.
* **Al Haffa Souq**: Immerse yourself in the scent of authentic frankincense and shop for traditional Omani handicrafts.
* **Nabi Imran Tomb**: Visit one of the world's longest tombs, a site of significant spiritual and historical importance.
This trip blends nature, culture, scenic road journeys, adventure, relaxation, and social vibes all together.
Everything is organized for you — transportation, accommodation, guided experiences, and local exploration — so you can simply enjoy the trip 🚍🌴
**How to Join:**
1. RSVP on Meetup
2. [Join WhatsApp group (+971 55 539 4811)](https://jo.my/dubai-adventure-meetup-events)
*Just like any event, slots are limited. RSVP and complete your registration at the earliest.*
Happy Adventure!
Tech Entrepreneurs Casual Hangout
Hi tech entrepreneurs!
Let's meet up over morning coffee at Cafiene Club, Cluster R, Lake level, JLT.
There's plenty of parking nearby.
You are welcome whether you are an established entrepreneur, a beginner or an entrepreneur-in-waiting. Join in, bring your learnings and see what you can learn from others.
The mission of these events is to help create a community of entrepreneurs. To share information, advice, fresh ideas, tips and tricks, solutions and to build connections with like-minded entrepreneurs.
This is a casual, pitch-free hangout. Please, no sales pitches.
The event starts from 9.30 and goes on till 12. You are welcome to join at your comfortable time.
+++
As an entrepreneur one of the biggest challenges we have is to build connections with others in the game. To freely share the problems and ideas and get the perspective of our peers. To connect and build long-term friendships and partnerships with people who truly get what we are doing and why we are doing it.
This is the group that hopes to give you that.
COMMUNITY: Please join this WhatsApp Community and introduce yourself if you have never attended our event before.
Click here
https://chat.whatsapp.com/CRkTSixWuLIBSok2dHH6S3
AI Builders & Business Connect | Dubai Meetup
### **Where Dubai’s AI Innovators, Operators, and Talent Meet to Build the Future**
Are you building in AI? Launching a tech startup? Exploring how AI can transform your business or job?
Or looking to join the next big thing in AI?
Join **AI Builders & Business Connect**, a **founder-first, operator-focused meetup** for Dubai’s tech and AI community. This isn’t your typical networking mixer—it’s a room full of **people building**, **people hiring**, and **people looking to grow**.
***
## **🗓️ Event Details**
**When: 7:30 PM – 9:30 PM (Sharp) - Every Thursday**
**Where:** Coffee & Sundries, First Floor (Above Carrefour), DIFC, Dubai
**Entry: FREE**— we just ask that you support the venue by purchasing a coffee or some food.
***
## **🚀 What to Expect**
This is for **doers, decision-makers, and tech talent ready to build:**
### **🔹 AI 60-Second Spotlight**
Founders, job seekers, and partners get **60 seconds to introduce themselves**—no slides, no fluff.
### **🔹 Speed Collaboration Rounds**
Quick, curated connections between **builders, investors, operators, and AI talent**.
### **🔹 Real Conversations, Real Opportunities**
Whether you’re hiring, raising, building, or job hunting—this is where partnerships start.
### **🔹 Dubai & UAE Playbook**
Hear practical tips from locals on how to **launch, hire, and scale tech ventures in the region.**
***
### 📋 Agenda
* **7:30 – 8:00 PM** Introductions
* **8:00 – 8:45 PM** Market research using different AI tools
* **8:45 – 9:15 PM** Prototyping session on one selected idea
* **9:15 PM onward** Networking
## **💡 Who Should Attend?**
* **AI Founders & Startup Builders**
* **Tech Entrepreneurs & SaaS Leaders**
* **Investors scouting AI deals**
* **Engineers, Developers & Product Leaders working in AI**
* **Job Seekers & Operators looking to join AI and tech startups**
* **Enterprise Innovators exploring AI use cases**
***
## **⚠️ Important**
* **Your RSVP is a commitment**—let us know 24 hours in advance if plans change
* **Doors close at 7:30 PM sharp**—no late entries
***
## **🌍 Hosted by Pradeep Valat**
Startup advisor, investor, and AI business strategist helping founders unlock growth.
LinkedIn: [linkedin.com/in/ivallat](https://linkedin.com/in/ivallat)
WhatsApp: +971 529503315
***
## **🔥 Why This Event?**
Dubai’s AI and tech scene is booming—but it’s still about **who you know and who you build with.**
This is where **startups meet talent, investors meet ideas, and builders find partners.**
**Spots are limited. If you’re serious about AI, this is your room.**
**By participating in AI Builders & Business Connect \| events\, you consent to the use of photos and videos captured during the event for promotional purposes\.**
SBC Design & Build | B2B Networking I Real estate & Design
This is a Paid event and will be deleted from here. Please register on the link below.
[https://concon.eventbrite.com](https://concon.eventbrite.com/)[/?aff=Meetup](https://launchpadme.eventbrite.com/?aff=Meetup)
QUESTIONS ?
Please Reach out to;
Ridhi - [https://wa.me/971552525078](https://wa.me/971525012234) ( WhatsApp Only)
Software Architecture Events Near You
Connect with your local Software Architecture community
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs.
This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context.
We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing.
**SPEAKER BIO**
Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments.
https://www.linkedin.com/in/mosaic-basha-syed-92300856
**CALL FOR SPEAKERS**
Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/)
**THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/)
**DIRECTIONS**
8800 Lyra Dr #450 · Columbus, OH
go to 4th floor.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
Building Agents with Microsoft Agent Framework
We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.
QA or The Highway 2026
QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry.
This is a ticketed event please register here:
https://www.qaorthehwy.com/
Featured Keynote Speakers:
**Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\.
**Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.
TBD
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you.
The building address is 4450 Bridge Park
The entrance is 6620 Mooney St, Suite 400
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
TBD
**YouTube Link**
TBD
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)
NSCoder Night
Bring your work or your hobby, hang out, and code with us.
Follow @buckeyecocoa for more information.
Building Momentum: From Ambiguity to Execution
**Building a great product is one thing—building momentum behind it is another.**
Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations.
In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch.
You’ll walk away with insights on how to:
* Build and sustain momentum across teams
* Adapt to changing priorities without losing direction
* Scale products thoughtfully in complex environments
Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward.
Come connect, learn, and swap stories with fellow product professionals.
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Food and drinks will be provided by Switchbox, our generous host.
Free parking will be available at the front and back sides of the Switchbox Office.


























